How can we explain the unexpected 25% decline in usage of Thryv's online scheduling feature among small business customers in the last two weeks?

Introduction

The unexpected 25% decline in usage of Thryv's online scheduling feature among small business customers over the past two weeks is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for our product and customers.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into our product, metrics, and user behavior. We'll generate data-driven hypotheses, conduct root cause analysis, and develop a comprehensive plan to resolve the issue and prevent future occurrences.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking there might have been a recent product update. Has there been any change to the scheduling feature or related systems in the last month?

Why it matters: Recent changes could directly impact usage patterns. Expected answer: Yes, there was a minor UI update two weeks ago. Impact on approach: If confirmed, we'd prioritize investigating the UI change and its potential effects on user behavior.

• Considering the specificity of the decline, I'm curious about our measurement accuracy. Has there been any change in how we track or define "usage" for this feature?

Why it matters: Ensures we're addressing a real issue, not a measurement anomaly. Expected answer: No changes in measurement methods. Impact on approach: If there were changes, we'd need to audit our analytics system first.

• Given the scale of the decline, I'm wondering about user segments. Is this decline uniform across all small business types, or are certain segments more affected?

Why it matters: Helps focus our investigation on specific user groups if applicable. Expected answer: The decline is more pronounced in service-based businesses. Impact on approach: We'd tailor our analysis and solutions to the most affected segments.

• Considering potential external factors, have there been any significant competitor actions or market shifts in the past month?

Why it matters: External factors could explain the usage drop. Expected answer: No major competitor moves, but there's been some economic uncertainty. Impact on approach: We'd need to factor in broader market conditions in our analysis.